← Search

Juhua Pu

3 accepted papers

2026

ICAD-LLM: One-for-All Anomaly Detection via In-Context Learning with Large Language Models

AAAI 2026technical

Anomaly detection (AD) is a fundamental task of critical importance across numerous domains. Current systems increasingly operate in rapidly evolving environments that generate diverse yet interconnected data modalities—such as time series, system logs, and tabular records—as exemplified by modern I

Cited by 0SourcePDFScholar
2025

Enhancing Long-range Dependency with State Space Model and Kolmogorov-Arnold Networks for Aspect-based Sentiment Analysis

COLING 2025main

Aspect-based Sentiment Analysis (ABSA) evaluates sentiments toward specific aspects of entities within the text. However, attention mechanisms and neural network models struggle with syntactic constraints. The quadratic complexity of attention mechanisms also limits their adoption for capturing long…

Cited by 2SourcePDFScholar
2021

Fast Algorithms for Relational Marginal Polytopes

IJCAI 2021poster

We study the problem of constructing the relational marginal polytope (RMP) of a given set of first-order formulas. Past work has shown that the RMP construction problem can be reduced to weighted first-order model counting (WFOMC). However, existing reductions in the literature are intractable in p…